Dataset statistics
| Number of variables | 24 |
|---|---|
| Number of observations | 4061 |
| Missing cells | 7569 |
| Missing cells (%) | 7.8% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 761.6 KiB |
| Average record size in memory | 192.0 B |
Variable types
| Numeric | 14 |
|---|---|
| Categorical | 10 |
Age is highly overall correlated with Creatinine_Clearance | High correlation |
Education is highly overall correlated with Work and 6 other fields | High correlation |
Year_DM_Diagnosed is highly overall correlated with DM_Duration | High correlation |
DM_Duration is highly overall correlated with Year_DM_Diagnosed | High correlation |
DM_Treatment is highly overall correlated with HbA1C_Admission_Value and 2 other fields | High correlation |
Waist is highly overall correlated with BMI | High correlation |
Fasting_Blood_Glucose_Value_SI_Units is highly overall correlated with HbA1C_Admission_Value and 1 other fields | High correlation |
HbA1C_Admission_Value is highly overall correlated with DM_Treatment and 1 other fields | High correlation |
BMI is highly overall correlated with Waist | High correlation |
Creatinine_Clearance is highly overall correlated with Age | High correlation |
Work is highly overall correlated with Education and 7 other fields | High correlation |
Cardiac_Arrest_Admission is highly overall correlated with Education and 6 other fields | High correlation |
Non_Cardiac_Condition is highly overall correlated with Education and 7 other fields | High correlation |
Hypertension is highly overall correlated with Education and 7 other fields | High correlation |
Dyslipidemia is highly overall correlated with Education and 7 other fields | High correlation |
DM is highly overall correlated with Education and 10 other fields | High correlation |
DM_Type is highly overall correlated with DM_Treatment and 1 other fields | High correlation |
Smoking_History is highly overall correlated with Work and 5 other fields | High correlation |
Lipid_24_Collected is highly overall correlated with Education and 7 other fields | High correlation |
Cardiac_Arrest_Admission is highly imbalanced (91.7%) | Imbalance |
Non_Cardiac_Condition is highly imbalanced (87.6%) | Imbalance |
Lipid_24_Collected is highly imbalanced (60.8%) | Imbalance |
Year_DM_Diagnosed has 1871 (46.1%) missing values | Missing |
DM_Duration has 1975 (48.6%) missing values | Missing |
Waist has 92 (2.3%) missing values | Missing |
Fasting_Blood_Glucose_Value_SI_Units has 1289 (31.7%) missing values | Missing |
HbA1C_Admission_Value has 1499 (36.9%) missing values | Missing |
Cholesterol_Value_SI_Units has 334 (8.2%) missing values | Missing |
Triglycerides_Value_SI_Units has 374 (9.2%) missing values | Missing |
BMI has 60 (1.5%) missing values | Missing |
Creatinine_Clearance has 69 (1.7%) missing values | Missing |
DM_Duration is highly skewed (γ1 = 31.49782961) | Skewed |
Unnamed: 0 is uniformly distributed | Uniform |
Unnamed: 0 has unique values | Unique |
Education has 969 (23.9%) zeros | Zeros |
DM_Treatment has 103 (2.5%) zeros | Zeros |
Reproduction
| Analysis started | 2023-03-07 22:21:38.644526 |
|---|---|
| Analysis finished | 2023-03-07 22:22:27.140014 |
| Duration | 48.5 seconds |
| Software version | ydata-profiling vv4.0.0 |
| Download configuration | config.json |
Unnamed: 0
Real number (ℝ)
UNIFORM UNIQUE
| Distinct | 4061 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2030 |
| Minimum | 0 |
|---|---|
| Maximum | 4060 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 203 |
| Q1 | 1015 |
| median | 2030 |
| Q3 | 3045 |
| 95-th percentile | 3857 |
| Maximum | 4060 |
| Range | 4060 |
| Interquartile range (IQR) | 2030 |
Descriptive statistics
| Standard deviation | 1172.4541 |
|---|---|
| Coefficient of variation (CV) | 0.57756357 |
| Kurtosis | -1.2 |
| Mean | 2030 |
| Median Absolute Deviation (MAD) | 1015 |
| Skewness | 0 |
| Sum | 8243830 |
| Variance | 1374648.5 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 2713 | 1 | < 0.1% |
| 2700 | 1 | < 0.1% |
| 2701 | 1 | < 0.1% |
| 2702 | 1 | < 0.1% |
| 2703 | 1 | < 0.1% |
| 2704 | 1 | < 0.1% |
| 2705 | 1 | < 0.1% |
| 2706 | 1 | < 0.1% |
| 2707 | 1 | < 0.1% |
| Other values (4051) | 4051 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 4060 | 1 | |
| 4059 | 1 | |
| 4058 | 1 | |
| 4057 | 1 | |
| 4056 | 1 | |
| 4055 | 1 | |
| 4054 | 1 | |
| 4053 | 1 | |
| 4052 | 1 | |
| 4051 | 1 |
Gender
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 31.9 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 4061 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 2697 | |
| 0 | 1364 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 2697 | |
| 0 | 1364 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 2697 | |
| 0 | 1364 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4061 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 2697 | |
| 0 | 1364 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4061 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 2697 | |
| 0 | 1364 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4061 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 2697 | |
| 0 | 1364 |
Age
Real number (ℝ)
| Distinct | 79 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 60.351884 |
| Minimum | 18 |
|---|---|
| Maximum | 112 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.9 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 40 |
| Q1 | 52 |
| median | 60 |
| Q3 | 69 |
| 95-th percentile | 81 |
| Maximum | 112 |
| Range | 94 |
| Interquartile range (IQR) | 17 |
Descriptive statistics
| Standard deviation | 12.727595 |
|---|---|
| Coefficient of variation (CV) | 0.21088977 |
| Kurtosis | -0.12256521 |
| Mean | 60.351884 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 0.0038224183 |
| Sum | 245089 |
| Variance | 161.99166 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 62 | 149 | 3.7% |
| 72 | 138 | 3.4% |
| 60 | 132 | 3.3% |
| 57 | 132 | 3.3% |
| 67 | 121 | 3.0% |
| 59 | 119 | 2.9% |
| 52 | 117 | 2.9% |
| 56 | 114 | 2.8% |
| 64 | 112 | 2.8% |
| 70 | 111 | 2.7% |
| Other values (69) | 2816 |
| Value | Count | Frequency (%) |
| 18 | 1 | < 0.1% |
| 23 | 1 | < 0.1% |
| 24 | 3 | |
| 25 | 6 | |
| 26 | 5 | |
| 27 | 4 | |
| 28 | 5 | |
| 29 | 5 | |
| 30 | 5 | |
| 31 | 7 |
| Value | Count | Frequency (%) |
| 112 | 1 | < 0.1% |
| 102 | 1 | < 0.1% |
| 99 | 5 | |
| 97 | 2 | < 0.1% |
| 96 | 1 | < 0.1% |
| 95 | 3 | |
| 94 | 6 | |
| 93 | 6 | |
| 92 | 6 | |
| 91 | 3 |
Education
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.9202167 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 969 |
| Zeros (%) | 23.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.4284366 |
|---|---|
| Coefficient of variation (CV) | 0.74389343 |
| Kurtosis | -0.55103223 |
| Mean | 1.9202167 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.32913589 |
| Sum | 7798 |
| Variance | 2.0404311 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 2 | 1965 | |
| 0 | 969 | |
| 4 | 645 | 15.9% |
| 1 | 249 | 6.1% |
| 5 | 164 | 4.0% |
| 3 | 65 | 1.6% |
| 6 | 4 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 969 | |
| 1 | 249 | 6.1% |
| 2 | 1965 | |
| 3 | 65 | 1.6% |
| 4 | 645 | 15.9% |
| 5 | 164 | 4.0% |
| 6 | 4 | 0.1% |
| Value | Count | Frequency (%) |
| 6 | 4 | 0.1% |
| 5 | 164 | 4.0% |
| 4 | 645 | 15.9% |
| 3 | 65 | 1.6% |
| 2 | 1965 | |
| 1 | 249 | 6.1% |
| 0 | 969 |
Work
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 31.9 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | 140 |
| 3 | 4 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 4061 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 3 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 2923 | |
| 1 | 994 | 24.5% |
| 2 | 140 | 3.4% |
| 3 | 4 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 2923 | |
| 1 | 994 | 24.5% |
| 2 | 140 | 3.4% |
| 3 | 4 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2923 | |
| 1 | 994 | 24.5% |
| 2 | 140 | 3.4% |
| 3 | 4 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4061 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2923 | |
| 1 | 994 | 24.5% |
| 2 | 140 | 3.4% |
| 3 | 4 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4061 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 2923 | |
| 1 | 994 | 24.5% |
| 2 | 140 | 3.4% |
| 3 | 4 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4061 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 2923 | |
| 1 | 994 | 24.5% |
| 2 | 140 | 3.4% |
| 3 | 4 | 0.1% |
Cardiac_Arrest_Admission
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 31.9 KiB |
| 0 | |
|---|---|
| 1 | 73 |
| 2 | 10 |
| 3 | 4 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 4061 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 3 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 3974 | |
| 1 | 73 | 1.8% |
| 2 | 10 | 0.2% |
| 3 | 4 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 3974 | |
| 1 | 73 | 1.8% |
| 2 | 10 | 0.2% |
| 3 | 4 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 3974 | |
| 1 | 73 | 1.8% |
| 2 | 10 | 0.2% |
| 3 | 4 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4061 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 3974 | |
| 1 | 73 | 1.8% |
| 2 | 10 | 0.2% |
| 3 | 4 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4061 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 3974 | |
| 1 | 73 | 1.8% |
| 2 | 10 | 0.2% |
| 3 | 4 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4061 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 3974 | |
| 1 | 73 | 1.8% |
| 2 | 10 | 0.2% |
| 3 | 4 | 0.1% |
Non_Cardiac_Condition
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 31.9 KiB |
| 0 | |
|---|---|
| 1 | 114 |
| 2 | 4 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 4061 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 2 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 3943 | |
| 1 | 114 | 2.8% |
| 2 | 4 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 3943 | |
| 1 | 114 | 2.8% |
| 2 | 4 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 3943 | |
| 1 | 114 | 2.8% |
| 2 | 4 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4061 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 3943 | |
| 1 | 114 | 2.8% |
| 2 | 4 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4061 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 3943 | |
| 1 | 114 | 2.8% |
| 2 | 4 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4061 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 3943 | |
| 1 | 114 | 2.8% |
| 2 | 4 | 0.1% |
Hypertension
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 31.9 KiB |
| 1 | |
|---|---|
| 0 | |
| 2 | 5 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 4061 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 2 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 2624 | |
| 0 | 1432 | |
| 2 | 5 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 2624 | |
| 0 | 1432 | |
| 2 | 5 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 2624 | |
| 0 | 1432 | |
| 2 | 5 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4061 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 2624 | |
| 0 | 1432 | |
| 2 | 5 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4061 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 2624 | |
| 0 | 1432 | |
| 2 | 5 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4061 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 2624 | |
| 0 | 1432 | |
| 2 | 5 | 0.1% |
Dyslipidemia
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 31.9 KiB |
| 1 | |
|---|---|
| 0 | |
| 2 | 5 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 4061 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 2 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 2290 | |
| 0 | 1766 | |
| 2 | 5 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 2290 | |
| 0 | 1766 | |
| 2 | 5 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 2290 | |
| 0 | 1766 | |
| 2 | 5 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4061 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 2290 | |
| 0 | 1766 | |
| 2 | 5 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4061 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 2290 | |
| 0 | 1766 | |
| 2 | 5 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4061 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 2290 | |
| 0 | 1766 | |
| 2 | 5 | 0.1% |
DM
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 31.9 KiB |
| 1 | |
|---|---|
| 0 | |
| 2 | 5 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 4061 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 2 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 2173 | |
| 0 | 1883 | |
| 2 | 5 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 2173 | |
| 0 | 1883 | |
| 2 | 5 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 2173 | |
| 0 | 1883 | |
| 2 | 5 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4061 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 2173 | |
| 0 | 1883 | |
| 2 | 5 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4061 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 2173 | |
| 0 | 1883 | |
| 2 | 5 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4061 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 2173 | |
| 0 | 1883 | |
| 2 | 5 | 0.1% |
Year_DM_Diagnosed
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 72 |
|---|---|
| Distinct (%) | 3.3% |
| Missing | 1871 |
| Missing (%) | 46.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1905.1735 |
| Minimum | 1 |
|---|---|
| Maximum | 2022 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1973 |
| Q1 | 1994 |
| median | 2002 |
| Q3 | 2007 |
| 95-th percentile | 2011 |
| Maximum | 2022 |
| Range | 2021 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 424.59699 |
|---|---|
| Coefficient of variation (CV) | 0.22286526 |
| Kurtosis | 15.935654 |
| Mean | 1905.1735 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | -4.2324282 |
| Sum | 4172330 |
| Variance | 180282.6 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2002 | 278 | 6.8% |
| 2007 | 166 | 4.1% |
| 1992 | 149 | 3.7% |
| 1997 | 146 | 3.6% |
| 2008 | 109 | 2.7% |
| 2000 | 106 | 2.6% |
| 2003 | 99 | 2.4% |
| 2006 | 92 | 2.3% |
| 2010 | 85 | 2.1% |
| 2011 | 76 | 1.9% |
| Other values (62) | 884 | |
| (Missing) | 1871 |
| Value | Count | Frequency (%) |
| 1 | 5 | |
| 2 | 5 | |
| 3 | 2 | < 0.1% |
| 4 | 3 | 0.1% |
| 5 | 3 | 0.1% |
| 6 | 3 | 0.1% |
| 7 | 9 | |
| 8 | 3 | 0.1% |
| 9 | 4 | |
| 10 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 2022 | 1 | < 0.1% |
| 2013 | 1 | < 0.1% |
| 2012 | 55 | 1.4% |
| 2011 | 76 | |
| 2010 | 85 | |
| 2009 | 73 | |
| 2008 | 109 | |
| 2007 | 166 | |
| 2006 | 92 | |
| 2005 | 67 |
DM_Duration
Real number (ℝ)
HIGH CORRELATION MISSING SKEWED
| Distinct | 45 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 1975 |
| Missing (%) | 48.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.706616 |
| Minimum | -10 |
|---|---|
| Maximum | 2004 |
| Zeros | 30 |
| Zeros (%) | 0.7% |
| Negative | 1 |
| Negative (%) | < 0.1% |
| Memory size | 31.9 KiB |
Quantile statistics
| Minimum | -10 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 5.25 |
| median | 10 |
| Q3 | 16 |
| 95-th percentile | 27.75 |
| Maximum | 2004 |
| Range | 2014 |
| Interquartile range (IQR) | 10.75 |
Descriptive statistics
| Standard deviation | 61.986548 |
|---|---|
| Coefficient of variation (CV) | 4.5223817 |
| Kurtosis | 1007.2521 |
| Mean | 13.706616 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 31.49783 |
| Sum | 28592 |
| Variance | 3842.3321 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=45)
| Value | Count | Frequency (%) |
| 10 | 339 | 8.3% |
| 20 | 198 | 4.9% |
| 15 | 170 | 4.2% |
| 5 | 169 | 4.2% |
| 12 | 113 | 2.8% |
| 6 | 100 | 2.5% |
| 4 | 85 | 2.1% |
| 2 | 83 | 2.0% |
| 7 | 82 | 2.0% |
| 8 | 79 | 1.9% |
| Other values (35) | 668 | 16.4% |
| (Missing) | 1975 |
| Value | Count | Frequency (%) |
| -10 | 1 | < 0.1% |
| 0 | 30 | 0.7% |
| 1 | 78 | |
| 2 | 83 | |
| 3 | 76 | |
| 4 | 85 | |
| 5 | 169 | |
| 6 | 100 | |
| 7 | 82 | |
| 8 | 79 |
| Value | Count | Frequency (%) |
| 2004 | 1 | < 0.1% |
| 1992 | 1 | < 0.1% |
| 45 | 1 | < 0.1% |
| 42 | 1 | < 0.1% |
| 40 | 5 | |
| 38 | 1 | < 0.1% |
| 37 | 2 | < 0.1% |
| 36 | 1 | < 0.1% |
| 35 | 7 | |
| 34 | 1 | < 0.1% |
DM_Type
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 31.9 KiB |
| 1 | |
|---|---|
| 2 | |
| 0 | 26 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 4061 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 1 |
| 3rd row | 2 |
| 4th row | 2 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 2163 | |
| 2 | 1872 | |
| 0 | 26 | 0.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 2163 | |
| 2 | 1872 | |
| 0 | 26 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 2163 | |
| 2 | 1872 | |
| 0 | 26 | 0.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4061 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 2163 | |
| 2 | 1872 | |
| 0 | 26 | 0.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4061 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 2163 | |
| 2 | 1872 | |
| 0 | 26 | 0.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4061 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 2163 | |
| 2 | 1872 | |
| 0 | 26 | 0.6% |
DM_Treatment
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.0076336 |
| Minimum | 0 |
|---|---|
| Maximum | 9 |
| Zeros | 103 |
| Zeros (%) | 2.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 5 |
| median | 8 |
| Q3 | 9 |
| 95-th percentile | 9 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.446107 |
|---|---|
| Coefficient of variation (CV) | 0.34906319 |
| Kurtosis | 0.50661024 |
| Mean | 7.0076336 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -1.1742262 |
| Sum | 28458 |
| Variance | 5.9834393 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 9 | 1873 | |
| 7 | 896 | |
| 5 | 489 | 12.0% |
| 3 | 338 | 8.3% |
| 8 | 164 | 4.0% |
| 0 | 103 | 2.5% |
| 1 | 100 | 2.5% |
| 4 | 63 | 1.6% |
| 6 | 34 | 0.8% |
| 2 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 103 | 2.5% |
| 1 | 100 | 2.5% |
| 2 | 1 | < 0.1% |
| 3 | 338 | 8.3% |
| 4 | 63 | 1.6% |
| 5 | 489 | 12.0% |
| 6 | 34 | 0.8% |
| 7 | 896 | |
| 8 | 164 | 4.0% |
| 9 | 1873 |
| Value | Count | Frequency (%) |
| 9 | 1873 | |
| 8 | 164 | 4.0% |
| 7 | 896 | |
| 6 | 34 | 0.8% |
| 5 | 489 | 12.0% |
| 4 | 63 | 1.6% |
| 3 | 338 | 8.3% |
| 2 | 1 | < 0.1% |
| 1 | 100 | 2.5% |
| 0 | 103 | 2.5% |
Smoking_History
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 31.9 KiB |
| 1 | |
|---|---|
| 0 | |
| 2 | |
| 3 | 85 |
| 4 | 6 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 4061 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 4 |
|---|---|
| 2nd row | 4 |
| 3rd row | 0 |
| 4th row | 4 |
| 5th row | 4 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 2464 | |
| 0 | 982 | 24.2% |
| 2 | 524 | 12.9% |
| 3 | 85 | 2.1% |
| 4 | 6 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 2464 | |
| 0 | 982 | 24.2% |
| 2 | 524 | 12.9% |
| 3 | 85 | 2.1% |
| 4 | 6 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 2464 | |
| 0 | 982 | 24.2% |
| 2 | 524 | 12.9% |
| 3 | 85 | 2.1% |
| 4 | 6 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4061 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 2464 | |
| 0 | 982 | 24.2% |
| 2 | 524 | 12.9% |
| 3 | 85 | 2.1% |
| 4 | 6 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4061 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 2464 | |
| 0 | 982 | 24.2% |
| 2 | 524 | 12.9% |
| 3 | 85 | 2.1% |
| 4 | 6 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4061 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 2464 | |
| 0 | 982 | 24.2% |
| 2 | 524 | 12.9% |
| 3 | 85 | 2.1% |
| 4 | 6 | 0.1% |
Heart_Rate
Real number (ℝ)
| Distinct | 140 |
|---|---|
| Distinct (%) | 3.5% |
| Missing | 6 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 85.175832 |
| Minimum | 0 |
|---|---|
| Maximum | 222 |
| Zeros | 5 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 57 |
| Q1 | 71 |
| median | 82 |
| Q3 | 96 |
| 95-th percentile | 120 |
| Maximum | 222 |
| Range | 222 |
| Interquartile range (IQR) | 25 |
Descriptive statistics
| Standard deviation | 21.087922 |
|---|---|
| Coefficient of variation (CV) | 0.24758105 |
| Kurtosis | 3.2637604 |
| Mean | 85.175832 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | 1.0140859 |
| Sum | 345388 |
| Variance | 444.70045 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 80 | 298 | 7.3% |
| 90 | 203 | 5.0% |
| 70 | 202 | 5.0% |
| 100 | 151 | 3.7% |
| 78 | 136 | 3.3% |
| 88 | 126 | 3.1% |
| 75 | 118 | 2.9% |
| 72 | 105 | 2.6% |
| 85 | 101 | 2.5% |
| 76 | 88 | 2.2% |
| Other values (130) | 2527 |
| Value | Count | Frequency (%) |
| 0 | 5 | |
| 8 | 1 | < 0.1% |
| 25 | 2 | < 0.1% |
| 27 | 1 | < 0.1% |
| 30 | 3 | 0.1% |
| 34 | 2 | < 0.1% |
| 35 | 3 | 0.1% |
| 36 | 2 | < 0.1% |
| 38 | 5 | |
| 40 | 11 |
| Value | Count | Frequency (%) |
| 222 | 1 | < 0.1% |
| 220 | 1 | < 0.1% |
| 200 | 2 | |
| 187 | 1 | < 0.1% |
| 180 | 4 | |
| 175 | 1 | < 0.1% |
| 174 | 1 | < 0.1% |
| 172 | 2 | |
| 170 | 3 | |
| 168 | 3 |
Waist
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 120 |
|---|---|
| Distinct (%) | 3.0% |
| Missing | 92 |
| Missing (%) | 2.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 97.592341 |
| Minimum | 25 |
|---|---|
| Maximum | 194 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.9 KiB |
Quantile statistics
| Minimum | 25 |
|---|---|
| 5-th percentile | 72 |
| Q1 | 88 |
| median | 98 |
| Q3 | 109 |
| 95-th percentile | 125 |
| Maximum | 194 |
| Range | 169 |
| Interquartile range (IQR) | 21 |
Descriptive statistics
| Standard deviation | 17.450379 |
|---|---|
| Coefficient of variation (CV) | 0.1788089 |
| Kurtosis | 2.3121858 |
| Mean | 97.592341 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | -0.35062131 |
| Sum | 387344 |
| Variance | 304.51573 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 90 | 225 | 5.5% |
| 100 | 171 | 4.2% |
| 85 | 158 | 3.9% |
| 110 | 151 | 3.7% |
| 98 | 145 | 3.6% |
| 105 | 132 | 3.3% |
| 80 | 127 | 3.1% |
| 95 | 123 | 3.0% |
| 88 | 123 | 3.0% |
| 102 | 111 | 2.7% |
| Other values (110) | 2503 |
| Value | Count | Frequency (%) |
| 25 | 1 | < 0.1% |
| 27 | 1 | < 0.1% |
| 28 | 1 | < 0.1% |
| 30 | 2 | < 0.1% |
| 32 | 9 | |
| 33 | 4 | |
| 34 | 5 | |
| 35 | 1 | < 0.1% |
| 36 | 8 | |
| 37 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 194 | 1 | < 0.1% |
| 191 | 2 | < 0.1% |
| 165 | 1 | < 0.1% |
| 160 | 1 | < 0.1% |
| 155 | 1 | < 0.1% |
| 152 | 1 | < 0.1% |
| 150 | 4 | |
| 148 | 5 | |
| 147 | 1 | < 0.1% |
| 146 | 1 | < 0.1% |
Fasting_Blood_Glucose_Value_SI_Units
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 458 |
|---|---|
| Distinct (%) | 16.5% |
| Missing | 1289 |
| Missing (%) | 31.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.6690703 |
| Minimum | 0.33 |
|---|---|
| Maximum | 20 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.9 KiB |
Quantile statistics
| Minimum | 0.33 |
|---|---|
| 5-th percentile | 4.2 |
| Q1 | 5.4 |
| median | 6.7 |
| Q3 | 9.2 |
| 95-th percentile | 14.245 |
| Maximum | 20 |
| Range | 19.67 |
| Interquartile range (IQR) | 3.8 |
Descriptive statistics
| Standard deviation | 3.2859569 |
|---|---|
| Coefficient of variation (CV) | 0.42846875 |
| Kurtosis | 1.5200427 |
| Mean | 7.6690703 |
| Median Absolute Deviation (MAD) | 1.6 |
| Skewness | 1.2062127 |
| Sum | 21258.663 |
| Variance | 10.797513 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 6 | 79 | 1.9% |
| 5.2 | 76 | 1.9% |
| 5.6 | 68 | 1.7% |
| 5 | 68 | 1.7% |
| 4.8 | 55 | 1.4% |
| 5.4 | 53 | 1.3% |
| 6.2 | 53 | 1.3% |
| 5.8 | 53 | 1.3% |
| 5.5 | 52 | 1.3% |
| 5.7 | 49 | 1.2% |
| Other values (448) | 2166 | |
| (Missing) | 1289 |
| Value | Count | Frequency (%) |
| 0.33 | 1 | |
| 0.38 | 1 | |
| 0.46 | 1 | |
| 0.47 | 1 | |
| 0.58 | 1 | |
| 0.61 | 1 | |
| 0.71 | 1 | |
| 0.81 | 1 | |
| 0.98 | 1 | |
| 1.01 | 1 |
| Value | Count | Frequency (%) |
| 20 | 3 | |
| 19.7 | 3 | |
| 19.6 | 1 | < 0.1% |
| 19.5 | 1 | < 0.1% |
| 19.4 | 2 | |
| 19.25 | 1 | < 0.1% |
| 19.2 | 1 | < 0.1% |
| 19.1 | 1 | < 0.1% |
| 19 | 3 | |
| 18.9 | 1 | < 0.1% |
HbA1C_Admission_Value
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 384 |
|---|---|
| Distinct (%) | 15.0% |
| Missing | 1499 |
| Missing (%) | 36.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.5797931 |
| Minimum | 0 |
|---|---|
| Maximum | 88.4 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4.9 |
| Q1 | 5.9 |
| median | 7 |
| Q3 | 8.9225 |
| 95-th percentile | 11.9095 |
| Maximum | 88.4 |
| Range | 88.4 |
| Interquartile range (IQR) | 3.0225 |
Descriptive statistics
| Standard deviation | 2.7954479 |
|---|---|
| Coefficient of variation (CV) | 0.36880267 |
| Kurtosis | 272.19291 |
| Mean | 7.5797931 |
| Median Absolute Deviation (MAD) | 1.37 |
| Skewness | 9.9580976 |
| Sum | 19419.43 |
| Variance | 7.814529 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 6 | 144 | 3.5% |
| 5.9 | 71 | 1.7% |
| 5.7 | 69 | 1.7% |
| 5.8 | 65 | 1.6% |
| 5.3 | 53 | 1.3% |
| 5.6 | 52 | 1.3% |
| 5.5 | 52 | 1.3% |
| 7 | 49 | 1.2% |
| 5 | 48 | 1.2% |
| 5.4 | 48 | 1.2% |
| Other values (374) | 1911 | |
| (Missing) | 1499 |
| Value | Count | Frequency (%) |
| 0 | 2 | < 0.1% |
| 3.2 | 1 | < 0.1% |
| 3.3 | 1 | < 0.1% |
| 3.5 | 1 | < 0.1% |
| 3.6 | 1 | < 0.1% |
| 3.75 | 1 | < 0.1% |
| 3.9 | 12 | |
| 4 | 23 | |
| 4.01 | 1 | < 0.1% |
| 4.1 | 4 | 0.1% |
| Value | Count | Frequency (%) |
| 88.4 | 1 | |
| 20 | 1 | |
| 17.5 | 1 | |
| 16.6 | 1 | |
| 16 | 2 | |
| 15.8 | 1 | |
| 15.7 | 2 | |
| 15.4 | 1 | |
| 15.3 | 1 | |
| 15.2 | 2 |
Lipid_24_Collected
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 31.9 KiB |
| 1 | |
|---|---|
| 0 | |
| 2 | 7 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 4061 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 1 |
| 4th row | 2 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 3455 | |
| 0 | 599 | 14.8% |
| 2 | 7 | 0.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 3455 | |
| 0 | 599 | 14.8% |
| 2 | 7 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 3455 | |
| 0 | 599 | 14.8% |
| 2 | 7 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4061 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 3455 | |
| 0 | 599 | 14.8% |
| 2 | 7 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4061 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 3455 | |
| 0 | 599 | 14.8% |
| 2 | 7 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4061 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 3455 | |
| 0 | 599 | 14.8% |
| 2 | 7 | 0.2% |
Cholesterol_Value_SI_Units
Real number (ℝ)
| Distinct | 555 |
|---|---|
| Distinct (%) | 14.9% |
| Missing | 334 |
| Missing (%) | 8.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.7274624 |
| Minimum | 0.07 |
|---|---|
| Maximum | 15.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.9 KiB |
Quantile statistics
| Minimum | 0.07 |
|---|---|
| 5-th percentile | 2.83 |
| Q1 | 3.8 |
| median | 4.6 |
| Q3 | 5.505 |
| 95-th percentile | 7 |
| Maximum | 15.7 |
| Range | 15.63 |
| Interquartile range (IQR) | 1.705 |
Descriptive statistics
| Standard deviation | 1.3533624 |
|---|---|
| Coefficient of variation (CV) | 0.28627671 |
| Kurtosis | 3.086324 |
| Mean | 4.7274624 |
| Median Absolute Deviation (MAD) | 0.88 |
| Skewness | 0.80137913 |
| Sum | 17619.252 |
| Variance | 1.8315897 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4.3 | 82 | 2.0% |
| 4.5 | 80 | 2.0% |
| 5.2 | 74 | 1.8% |
| 4.6 | 73 | 1.8% |
| 4.2 | 73 | 1.8% |
| 5.6 | 70 | 1.7% |
| 4.1 | 67 | 1.6% |
| 4.9 | 67 | 1.6% |
| 4 | 66 | 1.6% |
| 4.8 | 65 | 1.6% |
| Other values (545) | 3010 | |
| (Missing) | 334 | 8.2% |
| Value | Count | Frequency (%) |
| 0.07 | 1 | < 0.1% |
| 0.08 | 3 | |
| 0.1 | 2 | |
| 0.13 | 1 | < 0.1% |
| 0.16 | 1 | < 0.1% |
| 0.17 | 2 | |
| 0.18 | 1 | < 0.1% |
| 0.7 | 1 | < 0.1% |
| 1 | 1 | < 0.1% |
| 1.2 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 15.7 | 1 | |
| 13.74 | 1 | |
| 12.64554 | 1 | |
| 11.8 | 2 | |
| 11.36 | 1 | |
| 11.29 | 1 | |
| 10.97 | 1 | |
| 10.12 | 1 | |
| 10 | 1 | |
| 9.91 | 1 |
Triglycerides_Value_SI_Units
Real number (ℝ)
| Distinct | 432 |
|---|---|
| Distinct (%) | 11.7% |
| Missing | 374 |
| Missing (%) | 9.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.6549231 |
| Minimum | 0.01 |
|---|---|
| Maximum | 17.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.9 KiB |
Quantile statistics
| Minimum | 0.01 |
|---|---|
| 5-th percentile | 0.59 |
| Q1 | 0.96 |
| median | 1.4 |
| Q3 | 2 |
| 95-th percentile | 3.591 |
| Maximum | 17.6 |
| Range | 17.59 |
| Interquartile range (IQR) | 1.04 |
Descriptive statistics
| Standard deviation | 1.1592965 |
|---|---|
| Coefficient of variation (CV) | 0.70051378 |
| Kurtosis | 31.752659 |
| Mean | 1.6549231 |
| Median Absolute Deviation (MAD) | 0.5 |
| Skewness | 3.9022952 |
| Sum | 6101.7016 |
| Variance | 1.3439683 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 108 | 2.7% |
| 1.1 | 107 | 2.6% |
| 1.2 | 107 | 2.6% |
| 1.3 | 102 | 2.5% |
| 0.8 | 99 | 2.4% |
| 0.9 | 98 | 2.4% |
| 1.5 | 97 | 2.4% |
| 1.4 | 91 | 2.2% |
| 1.6 | 91 | 2.2% |
| 1.8 | 80 | 2.0% |
| Other values (422) | 2707 | |
| (Missing) | 374 | 9.2% |
| Value | Count | Frequency (%) |
| 0.01 | 6 | |
| 0.02 | 3 | |
| 0.03 | 1 | < 0.1% |
| 0.04 | 1 | < 0.1% |
| 0.1 | 1 | < 0.1% |
| 0.13 | 1 | < 0.1% |
| 0.14 | 1 | < 0.1% |
| 0.18 | 1 | < 0.1% |
| 0.2 | 1 | < 0.1% |
| 0.25 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 17.6 | 1 | |
| 17.4 | 1 | |
| 14.55 | 1 | |
| 11.56 | 1 | |
| 11.01 | 1 | |
| 10.59 | 1 | |
| 9.72 | 1 | |
| 9.14 | 1 | |
| 9 | 1 | |
| 8.88 | 1 |
BMI
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 1187 |
|---|---|
| Distinct (%) | 29.7% |
| Missing | 60 |
| Missing (%) | 1.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.011505 |
| Minimum | 13.34 |
|---|---|
| Maximum | 342.78 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.9 KiB |
Quantile statistics
| Minimum | 13.34 |
|---|---|
| 5-th percentile | 21.48 |
| Q1 | 24.91 |
| median | 27.76 |
| Q3 | 31.59 |
| 95-th percentile | 39.54 |
| Maximum | 342.78 |
| Range | 329.44 |
| Interquartile range (IQR) | 6.68 |
Descriptive statistics
| Standard deviation | 8.9093348 |
|---|---|
| Coefficient of variation (CV) | 0.30709661 |
| Kurtosis | 507.7302 |
| Mean | 29.011505 |
| Median Absolute Deviation (MAD) | 3.3 |
| Skewness | 16.91749 |
| Sum | 116075.03 |
| Variance | 79.376246 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 25.71 | 40 | 1.0% |
| 27.68 | 38 | 0.9% |
| 24.22 | 36 | 0.9% |
| 29.41 | 30 | 0.7% |
| 29.76 | 28 | 0.7% |
| 31.25 | 27 | 0.7% |
| 27.34 | 27 | 0.7% |
| 25.95 | 26 | 0.6% |
| 31.22 | 25 | 0.6% |
| 28.73 | 23 | 0.6% |
| Other values (1177) | 3701 | |
| (Missing) | 60 | 1.5% |
| Value | Count | Frequency (%) |
| 13.34 | 1 | |
| 14.84 | 1 | |
| 15.78 | 1 | |
| 16.42 | 2 | |
| 16.44 | 1 | |
| 16.77 | 1 | |
| 16.82 | 2 | |
| 16.9 | 1 | |
| 17.04 | 1 | |
| 17.07 | 1 |
| Value | Count | Frequency (%) |
| 342.78 | 1 | |
| 233.4 | 1 | |
| 221.14 | 1 | |
| 96.88 | 1 | |
| 69.25 | 1 | |
| 66.33 | 1 | |
| 65.38 | 1 | |
| 65.02 | 1 | |
| 63.57 | 1 | |
| 61.33 | 1 |
Creatinine_Clearance
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 3429 |
|---|---|
| Distinct (%) | 85.9% |
| Missing | 69 |
| Missing (%) | 1.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 88.409218 |
| Minimum | 3.7 |
|---|---|
| Maximum | 1164.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.9 KiB |
Quantile statistics
| Minimum | 3.7 |
|---|---|
| 5-th percentile | 25.551 |
| Q1 | 57.165 |
| median | 82.865 |
| Q3 | 110.9875 |
| 95-th percentile | 167.3145 |
| Maximum | 1164.7 |
| Range | 1161 |
| Interquartile range (IQR) | 53.8225 |
Descriptive statistics
| Standard deviation | 53.172312 |
|---|---|
| Coefficient of variation (CV) | 0.60143403 |
| Kurtosis | 101.67909 |
| Mean | 88.409218 |
| Median Absolute Deviation (MAD) | 26.955 |
| Skewness | 6.1454723 |
| Sum | 352929.6 |
| Variance | 2827.2948 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 86.1 | 6 | 0.1% |
| 83.2 | 6 | 0.1% |
| 76.16 | 4 | 0.1% |
| 79.9 | 4 | 0.1% |
| 76.26 | 4 | 0.1% |
| 67.65 | 4 | 0.1% |
| 110.7 | 4 | 0.1% |
| 97.17 | 4 | 0.1% |
| 98.4 | 3 | 0.1% |
| 76.88 | 3 | 0.1% |
| Other values (3419) | 3950 | |
| (Missing) | 69 | 1.7% |
| Value | Count | Frequency (%) |
| 3.7 | 1 | |
| 5.21 | 1 | |
| 5.24 | 1 | |
| 5.57 | 1 | |
| 5.7 | 1 | |
| 5.98 | 1 | |
| 6.18 | 1 | |
| 6.23 | 1 | |
| 6.29 | 1 | |
| 6.33 | 1 |
| Value | Count | Frequency (%) |
| 1164.7 | 1 | |
| 1153.62 | 1 | |
| 875.43 | 1 | |
| 684.96 | 1 | |
| 626.18 | 1 | |
| 500.2 | 1 | |
| 460.63 | 1 | |
| 363.73 | 1 | |
| 321.8 | 1 | |
| 298.68 | 1 |
| Unnamed: 0 | Age | Education | Year_DM_Diagnosed | DM_Duration | DM_Treatment | Heart_Rate | Waist | Fasting_Blood_Glucose_Value_SI_Units | HbA1C_Admission_Value | Cholesterol_Value_SI_Units | Triglycerides_Value_SI_Units | BMI | Creatinine_Clearance | Gender | Work | Cardiac_Arrest_Admission | Non_Cardiac_Condition | Hypertension | Dyslipidemia | DM | DM_Type | Smoking_History | Lipid_24_Collected | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Unnamed: 0 | 1.000 | -0.024 | -0.009 | -0.017 | 0.014 | 0.037 | -0.037 | -0.014 | -0.029 | -0.063 | -0.030 | -0.046 | 0.044 | 0.031 | 0.141 | 0.102 | 0.116 | 0.121 | 0.131 | 0.106 | 0.074 | 0.063 | 0.123 | 0.109 |
| Age | -0.024 | 1.000 | -0.034 | -0.278 | 0.301 | -0.110 | 0.040 | -0.098 | 0.044 | 0.029 | -0.176 | -0.226 | -0.154 | -0.639 | 0.162 | 0.327 | 0.057 | 0.066 | 0.205 | 0.121 | 0.140 | 0.163 | 0.161 | 0.057 |
| Education | -0.009 | -0.034 | 1.000 | 0.020 | -0.007 | -0.007 | 0.007 | 0.004 | -0.028 | -0.013 | 0.019 | -0.017 | 0.032 | 0.032 | 0.353 | 0.655 | 0.577 | 0.707 | 0.642 | 0.633 | 0.634 | 0.074 | 0.442 | 0.534 |
| Year_DM_Diagnosed | -0.017 | -0.278 | 0.020 | 1.000 | -0.995 | -0.030 | -0.067 | -0.026 | 0.028 | -0.067 | 0.176 | 0.070 | -0.100 | 0.204 | 0.017 | 0.022 | 0.000 | 0.000 | 0.000 | 0.006 | 0.000 | 0.061 | 0.064 | 0.035 |
| DM_Duration | 0.014 | 0.301 | -0.007 | -0.995 | 1.000 | 0.054 | 0.051 | 0.044 | -0.018 | 0.075 | -0.179 | -0.070 | 0.108 | -0.220 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.022 | 0.078 | 0.499 | 0.000 | 0.000 |
| DM_Treatment | 0.037 | -0.110 | -0.007 | -0.030 | 0.054 | 1.000 | -0.098 | -0.132 | -0.455 | -0.600 | 0.105 | -0.091 | -0.121 | 0.096 | 0.200 | 0.113 | 0.011 | 0.019 | 0.237 | 0.237 | 0.700 | 0.713 | 0.065 | 0.037 |
| Heart_Rate | -0.037 | 0.040 | 0.007 | -0.067 | 0.051 | -0.098 | 1.000 | -0.009 | 0.087 | 0.112 | 0.014 | -0.005 | 0.047 | -0.060 | 0.117 | 0.047 | 0.176 | 0.158 | 0.091 | 0.000 | 0.102 | 0.090 | 0.039 | 0.000 |
| Waist | -0.014 | -0.098 | 0.004 | -0.026 | 0.044 | -0.132 | -0.009 | 1.000 | 0.111 | 0.105 | -0.005 | 0.130 | 0.509 | 0.258 | 0.121 | 0.055 | 0.028 | 0.000 | 0.107 | 0.118 | 0.116 | 0.083 | 0.065 | 0.072 |
| Fasting_Blood_Glucose_Value_SI_Units | -0.029 | 0.044 | -0.028 | 0.028 | -0.018 | -0.455 | 0.087 | 0.111 | 1.000 | 0.599 | 0.016 | 0.139 | 0.118 | -0.003 | 0.116 | 0.093 | 0.025 | 0.034 | 0.158 | 0.160 | 0.569 | 0.405 | 0.051 | 0.038 |
| HbA1C_Admission_Value | -0.063 | 0.029 | -0.013 | -0.067 | 0.075 | -0.600 | 0.112 | 0.105 | 0.599 | 1.000 | -0.005 | 0.185 | 0.143 | 0.006 | 0.104 | 0.027 | 0.000 | 0.000 | 0.108 | 0.143 | 0.452 | 0.318 | 0.037 | 0.000 |
| Cholesterol_Value_SI_Units | -0.030 | -0.176 | 0.019 | 0.176 | -0.179 | 0.105 | 0.014 | -0.005 | 0.016 | -0.005 | 1.000 | 0.387 | 0.034 | 0.146 | 0.042 | 0.076 | 0.000 | 0.054 | 0.115 | 0.069 | 0.127 | 0.097 | 0.047 | 0.085 |
| Triglycerides_Value_SI_Units | -0.046 | -0.226 | -0.017 | 0.070 | -0.070 | -0.091 | -0.005 | 0.130 | 0.139 | 0.185 | 0.387 | 1.000 | 0.156 | 0.158 | 0.000 | 0.094 | 0.000 | 0.000 | 0.000 | 0.061 | 0.084 | 0.075 | 0.065 | 0.063 |
| BMI | 0.044 | -0.154 | 0.032 | -0.100 | 0.108 | -0.121 | 0.047 | 0.509 | 0.118 | 0.143 | 0.034 | 0.156 | 1.000 | 0.382 | 0.070 | 0.000 | 0.016 | 0.000 | 0.015 | 0.000 | 0.013 | 0.000 | 0.009 | 0.000 |
| Creatinine_Clearance | 0.031 | -0.639 | 0.032 | 0.204 | -0.220 | 0.096 | -0.060 | 0.258 | -0.003 | 0.006 | 0.146 | 0.158 | 0.382 | 1.000 | 0.021 | 0.205 | 0.000 | 0.057 | 0.126 | 0.061 | 0.060 | 0.053 | 0.129 | 0.000 |
| Gender | 0.141 | 0.162 | 0.353 | 0.017 | 0.000 | 0.200 | 0.117 | 0.121 | 0.116 | 0.104 | 0.042 | 0.000 | 0.070 | 0.021 | 1.000 | 0.380 | 0.000 | 0.000 | 0.207 | 0.120 | 0.162 | 0.163 | 0.433 | 0.064 |
| Work | 0.102 | 0.327 | 0.655 | 0.022 | 0.000 | 0.113 | 0.047 | 0.055 | 0.093 | 0.027 | 0.076 | 0.094 | 0.000 | 0.205 | 0.380 | 1.000 | 0.577 | 0.708 | 0.655 | 0.638 | 0.643 | 0.126 | 0.502 | 0.535 |
| Cardiac_Arrest_Admission | 0.116 | 0.057 | 0.577 | 0.000 | 0.000 | 0.011 | 0.176 | 0.028 | 0.025 | 0.000 | 0.000 | 0.000 | 0.016 | 0.000 | 0.000 | 0.577 | 1.000 | 0.710 | 0.632 | 0.633 | 0.632 | 0.010 | 0.471 | 0.534 |
| Non_Cardiac_Condition | 0.121 | 0.066 | 0.707 | 0.000 | 0.000 | 0.019 | 0.158 | 0.000 | 0.034 | 0.000 | 0.054 | 0.000 | 0.000 | 0.057 | 0.000 | 0.708 | 0.710 | 1.000 | 0.633 | 0.632 | 0.633 | 0.032 | 0.578 | 0.535 |
| Hypertension | 0.131 | 0.205 | 0.642 | 0.000 | 0.000 | 0.237 | 0.091 | 0.107 | 0.158 | 0.108 | 0.115 | 0.000 | 0.015 | 0.126 | 0.207 | 0.655 | 0.632 | 0.633 | 1.000 | 0.760 | 0.745 | 0.233 | 0.658 | 0.597 |
| Dyslipidemia | 0.106 | 0.121 | 0.633 | 0.006 | 0.022 | 0.237 | 0.000 | 0.118 | 0.160 | 0.143 | 0.069 | 0.061 | 0.000 | 0.061 | 0.120 | 0.638 | 0.633 | 0.632 | 0.760 | 1.000 | 0.744 | 0.230 | 0.650 | 0.597 |
| DM | 0.074 | 0.140 | 0.634 | 0.000 | 0.078 | 0.700 | 0.102 | 0.116 | 0.569 | 0.452 | 0.127 | 0.084 | 0.013 | 0.060 | 0.162 | 0.643 | 0.632 | 0.633 | 0.745 | 0.744 | 1.000 | 0.701 | 0.651 | 0.597 |
| DM_Type | 0.063 | 0.163 | 0.074 | 0.061 | 0.499 | 0.713 | 0.090 | 0.083 | 0.405 | 0.318 | 0.097 | 0.075 | 0.000 | 0.053 | 0.163 | 0.126 | 0.010 | 0.032 | 0.233 | 0.230 | 0.701 | 1.000 | 0.085 | 0.004 |
| Smoking_History | 0.123 | 0.161 | 0.442 | 0.064 | 0.000 | 0.065 | 0.039 | 0.065 | 0.051 | 0.037 | 0.047 | 0.065 | 0.009 | 0.129 | 0.433 | 0.502 | 0.471 | 0.578 | 0.658 | 0.650 | 0.651 | 0.085 | 1.000 | 0.654 |
| Lipid_24_Collected | 0.109 | 0.057 | 0.534 | 0.035 | 0.000 | 0.037 | 0.000 | 0.072 | 0.038 | 0.000 | 0.085 | 0.063 | 0.000 | 0.000 | 0.064 | 0.535 | 0.534 | 0.535 | 0.597 | 0.597 | 0.597 | 0.004 | 0.654 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
| Unnamed: 0 | Gender | Age | Education | Work | Cardiac_Arrest_Admission | Non_Cardiac_Condition | Hypertension | Dyslipidemia | DM | Year_DM_Diagnosed | DM_Duration | DM_Type | DM_Treatment | Smoking_History | Heart_Rate | Waist | Fasting_Blood_Glucose_Value_SI_Units | HbA1C_Admission_Value | Lipid_24_Collected | Cholesterol_Value_SI_Units | Triglycerides_Value_SI_Units | BMI | Creatinine_Clearance | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 1 | 62 | 1 | 1 | 0 | 0 | 2 | 2 | 2 | NaN | NaN | 2 | 9 | 4 | NaN | NaN | NaN | NaN | 2 | NaN | NaN | NaN | NaN |
| 1 | 1 | 1 | 52 | 1 | 1 | 0 | 0 | 1 | 1 | 1 | 2003.0 | 10.0 | 1 | 3 | 4 | NaN | NaN | NaN | NaN | 2 | NaN | NaN | NaN | NaN |
| 2 | 2 | 0 | 73 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | NaN | NaN | 2 | 9 | 0 | 75.0 | 60.0 | 7.00 | NaN | 1 | 5.38 | 1.85 | 20.00 | 24.12 |
| 3 | 3 | 1 | 46 | 6 | 3 | 3 | 2 | 2 | 2 | 2 | NaN | NaN | 2 | 9 | 4 | NaN | NaN | NaN | NaN | 2 | NaN | NaN | NaN | NaN |
| 4 | 4 | 0 | 46 | 6 | 3 | 3 | 2 | 2 | 2 | 2 | NaN | NaN | 2 | 9 | 4 | NaN | NaN | NaN | NaN | 2 | NaN | NaN | NaN | NaN |
| 5 | 5 | 0 | 64 | 4 | 0 | 0 | 0 | 1 | 1 | 1 | 2002.0 | 10.0 | 1 | 5 | 1 | 117.0 | 85.0 | 11.93 | NaN | 1 | 5.40 | 2.24 | 33.29 | 63.60 |
| 6 | 6 | 0 | 56 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1988.0 | 24.0 | 1 | 8 | 1 | 82.0 | 85.0 | 4.40 | 7.1 | 0 | 4.70 | 1.30 | 31.22 | 114.24 |
| 7 | 7 | 0 | 78 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | NaN | NaN | 2 | 9 | 1 | 90.0 | 90.0 | 6.20 | 5.6 | 0 | 4.11 | 1.11 | 19.56 | 27.55 |
| 8 | 8 | 1 | 54 | 2 | 0 | 0 | 0 | 1 | 0 | 0 | NaN | NaN | 2 | 9 | 1 | 75.0 | 91.0 | 4.00 | 5.6 | 1 | 5.20 | 2.20 | 23.05 | 92.37 |
| 9 | 9 | 0 | 54 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | NaN | NaN | 2 | 9 | 1 | 90.0 | 93.0 | NaN | NaN | 0 | NaN | NaN | 23.81 | 73.42 |
| Unnamed: 0 | Gender | Age | Education | Work | Cardiac_Arrest_Admission | Non_Cardiac_Condition | Hypertension | Dyslipidemia | DM | Year_DM_Diagnosed | DM_Duration | DM_Type | DM_Treatment | Smoking_History | Heart_Rate | Waist | Fasting_Blood_Glucose_Value_SI_Units | HbA1C_Admission_Value | Lipid_24_Collected | Cholesterol_Value_SI_Units | Triglycerides_Value_SI_Units | BMI | Creatinine_Clearance | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4051 | 4051 | 1 | 74 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 1987.0 | 25.0 | 1 | 1 | 1 | 88.0 | NaN | 10.8 | 8.3 | 1 | 5.14 | 1.10 | 28.41 | 56.50 |
| 4052 | 4052 | 1 | 76 | 4 | 1 | 0 | 0 | 1 | 0 | 0 | NaN | NaN | 2 | 9 | 0 | 140.0 | 70.0 | NaN | NaN | 0 | NaN | NaN | 25.71 | 34.66 |
| 4053 | 4053 | 1 | 61 | 5 | 2 | 0 | 1 | 1 | 1 | 1 | 1993.0 | 20.0 | 1 | 7 | 1 | 87.0 | 90.0 | 4.2 | 7.4 | 1 | 5.10 | 2.50 | 29.76 | 50.65 |
| 4054 | 4054 | 0 | 56 | 2 | 0 | 0 | 0 | 1 | 0 | 1 | 2004.0 | 8.0 | 1 | 3 | 1 | 62.0 | 115.0 | 7.2 | 8.1 | 0 | 7.44 | 2.32 | 33.12 | 109.82 |
| 4055 | 4055 | 1 | 41 | 0 | 1 | 0 | 0 | 1 | 1 | 1 | 2006.0 | 7.0 | 1 | 7 | 2 | 106.0 | 79.0 | NaN | NaN | 1 | 5.90 | 1.90 | 27.97 | 88.77 |
| 4056 | 4056 | 1 | 75 | 2 | 0 | 0 | 0 | 1 | 1 | 1 | 2001.0 | 11.0 | 1 | 5 | 1 | 98.0 | 92.0 | 7.5 | 8.8 | 1 | 4.67 | 2.22 | 23.51 | 45.28 |
| 4057 | 4057 | 1 | 56 | 0 | 0 | 2 | 0 | 0 | 1 | 1 | 1996.0 | 15.0 | 1 | 7 | 0 | 120.0 | 93.0 | 7.9 | 11.6 | 1 | 6.66 | 1.53 | 29.39 | 83.77 |
| 4058 | 4058 | 1 | 55 | 4 | 0 | 0 | 0 | 0 | 0 | 1 | 7.0 | NaN | 1 | 7 | 0 | 109.0 | 72.0 | 9.2 | 11.6 | 1 | 3.95 | 0.80 | 22.84 | 89.61 |
| 4059 | 4059 | 1 | 77 | 2 | 0 | 0 | 0 | 1 | 0 | 0 | NaN | NaN | 2 | 9 | 1 | 100.0 | 85.0 | NaN | NaN | 1 | 6.71 | 0.65 | 22.04 | 31.00 |
| 4060 | 4060 | 1 | 73 | 2 | 0 | 0 | 0 | 1 | 1 | 1 | 1987.0 | 25.0 | 1 | 8 | 0 | 100.0 | 117.0 | NaN | NaN | 1 | 4.10 | 1.77 | 29.01 | 67.36 |